Set path Laura: ONLY USE FOR LAURA

#base_path <- "//home.kt.ktzh.ch/B117T23$/Desktop/Riskktaking/Data"
base_path <- "/Users/laurabazzigher/Documents/GitHub/risk_wvs/data/dataset/Data_S3"

Load libraries

library("dplyr")
library("tidyverse")
library("tidyr")
library("readxl")


if (!require("devtools")) install.packages("devtools")
devtools::install_github("aphp/rgho")

library(rgho)

Load dataset to create Hardship-Index

risktaking <- read.csv(file.path(base_path, "gps_wvs_combined.csv"), header=TRUE, as.is=TRUE)
hardship_Original <- read.csv(file.path(base_path, "countryfacts_cleaned.csv"), header=TRUE, as.is=TRUE)
str(risktaking)
## 'data.frame':    229065 obs. of  8 variables:
##  $ country       : chr  "Turkey" "Turkey" "Turkey" "Turkey" ...
##  $ isocode       : chr  "TUR" "TUR" "TUR" "TUR" ...
##  $ gender        : int  1 1 1 0 0 0 1 0 0 0 ...
##  $ age           : num  -0.931 0.497 -1.229 -1.05 -1.05 ...
##  $ hardship_index: num  0.0781 0.0781 0.0781 0.0781 0.0781 ...
##  $ risktaking    : num  60.2 53.9 60.2 62.7 61.2 ...
##  $ source        : chr  "gps" "gps" "gps" "gps" ...
##  $ worldmap      : chr  "both" "both" "both" "both" ...

Hardship Countrylist

hardship_environment <- risktaking %>%
  group_by(country, isocode) %>%  # Gruppierung nach Land und ISO-Code
  summarise(
    avg_age = mean(age, na.rm = TRUE),  # Durchschnittsalter, NA-Werte ignorieren
    avg_hardship_index = mean(hardship_index, na.rm = TRUE),  # Durchschnittlicher Hardship-Index
    avg_risktaking = mean(risktaking, na.rm = TRUE),  # Durchschnittliches Risikoverhalten
  ) %>%
  rename(COUNTRY = isocode) %>%  # Umbenennen von 'isocode' zu 'COUNTRY'
  arrange(country)  # Sortieren der Ergebnisse nach Land

hardship_Original <- hardship_Original %>%
  rename(COUNTRY = code) %>%
  select(COUNTRY, homiciderate, gdp, infantmortality, lifeexpectancy, gini, femalemale_primedu, hardship_index)

hardship_environment <- hardship_Original %>%
  full_join(hardship_environment, by = "COUNTRY")

# Löschen aller Einträge zu "Serbia and Montenegro"
risktaking <- risktaking %>%
  filter(country != "Serbia and Montenegro")

hardship_Finance <- hardship_environment %>%
  filter(COUNTRY != "Serbia and Montenegro")

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     AND  -0.37932540 -1.0837948     -1.34931275     -1.2409599 -1.2724280
## 4     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 5     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 6     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
##   femalemale_primedu hardship_index     country     avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.69804334         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.30657247        -0.30859746
## 3        -0.27552784    -0.93355812     Andorra -0.06025079        -0.93355812
## 4        -0.27552784    -0.03159187   Argentina  0.17942269        -0.03159187
## 5         0.01555433    -0.21638627     Armenia  0.28752726        -0.21638627
## 6        -0.29382066    -0.86695006   Australia  0.55954069        -0.86695006
##   avg_risktaking
## 1       51.72412
## 2       53.03729
## 3       51.90591
## 4       48.60275
## 5       48.98472
## 6       49.05534

Copy and rename original hardship-Variables

# Umformen des 'hardship_Original' Datensatzes
hardship_environment <- hardship_environment %>%
  mutate(
    HS_original_infantmortality = infantmortality,
    HS_original_lifeexpectancy = lifeexpectancy,
    e_original_gini = gini,
    f_original_gini = gini,
    c_original_homiciderate = homiciderate,
    f_original_gdp = gdp,
    HS_original_genderequality = femalemale_primedu
  )

# Überprüfung der neuen Struktur
str(hardship_environment)
## 'data.frame':    106 obs. of  19 variables:
##  $ COUNTRY                    : chr  "AFG" "DZA" "AND" "ARG" ...
##  $ homiciderate               : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ gdp                        : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ infantmortality            : num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ lifeexpectancy             : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ gini                       : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ femalemale_primedu         : num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
##  $ hardship_index             : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ country                    : chr  "Afghanistan" "Algeria" "Andorra" "Argentina" ...
##  $ avg_age                    : num  -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
##  $ avg_hardship_index         : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ avg_risktaking             : num  51.7 53 51.9 48.6 49 ...
##  $ HS_original_infantmortality: num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ HS_original_lifeexpectancy : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ e_original_gini            : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ f_original_gini            : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ c_original_homiciderate    : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ f_original_gdp             : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ HS_original_genderequality : num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...

Liste aller verfügbaren Dimensionen

dimensions <- get_gho_dimensions()

Werte für die Dimension “GHO” abrufen

gho_values <- get_gho_values("GHO")
# View(gho_values) # Öffnet die Werte in RStudio

# Beispiel: Suche nach "SA_0000001837"
gho_values[grepl("SA_0000001699", gho_values$Code), ]
## A 'GHO' object of 2 elements.
## 
##                        Code                                   Title
## 2154          SA_0000001699            Age limits off-premise sales
## 2155 SA_0000001699_ARCHIVED Age limits off-premise sales (archived)

Naming:

Hardship:

- Health / Safety (HS), Crime (C), Financial (F), Environmental (E)

Factor:

- HS: Alcohol (alc), Drugs (drg), Nicotine (nic), Mental Health (mh), Sex (sex), Other (oth)

- C: Bodily harm (bh), Antisocial (anti), Theft/ fraud (theft), Other (oth)

- F: Gambling (gam), Investment (inv), Other (oth)

- E: Exposure (exp), Socioeconomic (ses), Other (oth)

Abrufen der Daten für den spezifischen Indikatorcode

e_exp_airdeath100k <- get_gho_data(code = "SDGAIRBODA")  # Household and ambient air pollution attributable death rate (per 100 000 population, age-standardized)
e_exp_disaster <- get_gho_data(code = "SDGDISASTER") # Average death rate due to natural disasters (per 100 000 population)
e_exp_watersanithyg <- get_gho_data(code = "WSH_10")  # Number of diarrhoea deaths from inadequate water, sanitation and hygiene
e_exp_watersanithyg100k <- get_gho_data(code = "WSH_3")  # Water, sanitation and hygiene attributable deaths per 100'000 capita
e_oth_drinkingwater <- get_gho_data(code = "WSH_WATER_BASIC")  # Population using at least basic drinking-water services (%)
e_oth_safewater <- get_gho_data(code = "WSH_WATER_SAFELY_MANAGED")  # Population using safely managed drinking-water services (%)
#e_exp_airdeath <- get_gho_data(code = "AIR_35") # Household and ambient air pollution attributable deaths
#e_exp_airdaly <- get_gho_data(code = "AIR_60") # Household and ambient air pollution attributable DALYs
#e_oth_climatdeath100k <- get_gho_data(code = "CC_3")  # Climate change attributable deaths per 100'000 capita
#e_exp_water <- get_gho_data(code = "WSH_10_WAT")  # Number of diarrhoea deaths from inadequate water
#e_oth_climatdaly100k <- get_gho_data(code = "CC_4")  # Climate change attributable DALYs per 100'000 capita
#e_oth_climatchilddeath100k <- get_gho_data(code = "CC_6")  # Climate change  attributable deaths per 100'000 children under 5 years
#e_oth_climatchilddaly100k <- get_gho_data(code = "CC_8")  # Climate change  attributable DALYs per 100'000 children under 5 years
#e_exp_noise <- get_gho_data(code = "OCC_14")  # Occupational noise attributable DALYs per 100'000 capita
#e_oth_waterpoll <- get_gho_data(code = "WSH_DOMESTIC_WASTe_SAFELY_TREATED")  # SDG 6.3.1 Proportion of safely treated domestic wastewater flows (%)

# Erste Zeilen der Daten anzeigen
#view(e_exp_airdeath100k)
#view(e_exp_disaster)
#view(e_exp_watersanithyg)
#view(e_exp_watersanithyg100k)
#view(e_oth_drinkingwater)
#view(e_oth_safewater)
#view(e_oth_climatstrategy)

Select important rows

e_oth_safewater <- e_oth_safewater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_oth_drinkingwater <- e_oth_drinkingwater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>% select(IndicatorCode, NumericValue, COUNTRY)
e_exp_watersanithyg <- e_exp_watersanithyg %>% select(IndicatorCode, NumericValue, COUNTRY, SEX, AGEGROUP)
e_exp_disaster <- e_exp_disaster %>% select(IndicatorCode, Value, COUNTRY, YEAR)
e_exp_airdeath100k <- e_exp_airdeath100k %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, SEX, GHECAUSE)

#view(e_exp_airdeath100k)
#head(e_oth_safewater)
#str(e_exp_disaster)
#head(e_oth_drinkingwater)
#head(e_exp_watersanithyg100k)
#head(e_exp_watersanithyg)
#head(e_exp_disaster)
#head(e_exp_airdeath100k)

e_oth_safewater

# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_safewater <- e_oth_safewater %>%
  mutate(NumericValue = as.numeric(NumericValue))

# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_safewater <- e_oth_safewater %>%
  filter(!is.na(COUNTRY))

# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_safewater <- e_oth_safewater %>%
  filter(RESIDENCEAREATYPE == "TOTL")

# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_safewater <- e_oth_safewater %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)  # Jahre als Spalten

# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_safewater <- e_oth_safewater %>%
  mutate(
    e_oth_safewater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE) 
  )

# Überprüfen der Ergebnisse
head(e_oth_safewater)
## # A tibble: 6 × 25
##   COUNTRY `2013` `2014` `2009` `2012` `2005` `2017` `2002` `2010` `2000` `2019`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 MAR       62.6   65.7   50.6   59.5  43.8    71.5  42.4    53.5  41.5    73.6
## 2 MWI       12.5   13.1   10.6   12.0   8.87   14.7   7.68   11.1   6.93   15.9
## 3 ALB       68.5   70.6   60.3   66.4  52.6    70.6  49.0    62.3  49.1    70.7
## 4 SUR       54.3   54.5   53.5   54.1  52.7    55.1  52.1    53.7  51.6    55.5
## 5 POL       92.4   92.0   93.5   92.7  92.0    91.0  NA      93.2  NA      90.3
## 6 LVA       94.6   94.8   93.4   94.3  92.6    95.7  92.4    93.7  92.4    96.3
## # ℹ 14 more variables: `2018` <dbl>, `2008` <dbl>, `2015` <dbl>, `2007` <dbl>,
## #   `2003` <dbl>, `2020` <dbl>, `2016` <dbl>, `2011` <dbl>, `2021` <dbl>,
## #   `2006` <dbl>, `2022` <dbl>, `2004` <dbl>, `2001` <dbl>,
## #   e_oth_safewater <dbl>

e_oth_drinkingwater

# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  mutate(NumericValue = as.numeric(NumericValue))

# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  filter(!is.na(COUNTRY))

# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  filter(RESIDENCEAREATYPE == "TOTL")

# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)  # Jahre als Spalten

# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  mutate(
    e_oth_drinkingwater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE)  # Durchschnitt berechnen
  )

# Überprüfen der Ergebnisse
head(e_oth_drinkingwater)
## # A tibble: 6 × 25
##   COUNTRY `2020` `2009` `2005` `2007` `2001` `2021` `2006` `2015` `2013` `2008`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 GIN       68.9   56.3   53.5   54.9   50.7   70.2   54.2   62.8   60.5   55.6
## 2 CHL      100     98.1   97.1   97.6   96.1  100     97.4   99.5   99.0   97.8
## 3 SUR       98.0   93.1   91.4   92.2   89.5   98.0   91.8   95.7   94.9   92.7
## 4 GRC      100     99.9   99.8   99.9   99.7  100     99.8  100    100.    99.9
## 5 GMB       84.5   77.9   75.4   76.6   72.8   85.1   76.0   81.5   80.3   77.2
## 6 SGP      100    100    100    100    100    100    100    100    100    100  
## # ℹ 14 more variables: `2022` <dbl>, `2003` <dbl>, `2011` <dbl>, `2017` <dbl>,
## #   `2019` <dbl>, `2000` <dbl>, `2002` <dbl>, `2004` <dbl>, `2014` <dbl>,
## #   `2016` <dbl>, `2010` <dbl>, `2018` <dbl>, `2012` <dbl>,
## #   e_oth_drinkingwater <dbl>

e_exp_watersanithyg100k

# Umbenennen der Spalte NumericValue in e_exp_watersanithyg100k
# Sicherstellen, dass NumericValue numerisch ist
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
  mutate(NumericValue = as.numeric(NumericValue))

e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
  rename(e_exp_watersanithyg100k = NumericValue)

# Überprüfen der Änderungen
head(e_exp_watersanithyg100k)
## A 'GHO' object of 6 elements.
## 
##   IndicatorCode e_exp_watersanithyg100k COUNTRY
## 1         WSH_3                   68.53     STP
## 2         WSH_3                   20.17     TUV
## 3         WSH_3                    0.16     AUT
## 4         WSH_3                   23.76     MHL
## 5         WSH_3                  298.22     AGO
## 6         WSH_3                    0.04     LVA

e_exp_watersanithyg

# 1. NumericValue in numerische Werte umwandeln und Spalte umbenennen
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  mutate(e_exp_watersanithyg = as.numeric(NumericValue)) %>%  # Umwandlung in numerisch
  select(-NumericValue)  # Entfernen der alten Spalte NumericValue

# 2. Auswahl von SEX == "BTSX"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  filter(SEX == "BTSX")

# 3. Auswahl von AGEGROUP == "YEARSALL"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  filter(AGEGROUP == "YEARSALL")

# Überprüfen der Änderungen
head(e_exp_watersanithyg)
## A 'GHO' object of 6 elements.
## 
##   IndicatorCode COUNTRY  SEX AGEGROUP e_exp_watersanithyg
## 1        WSH_10     AUT BTSX YEARSALL                  27
## 2        WSH_10     PHL BTSX YEARSALL                4172
## 3        WSH_10     MOZ BTSX YEARSALL                9964
## 4        WSH_10     SRB BTSX YEARSALL                  87
## 5        WSH_10     FIN BTSX YEARSALL                   3
## 6        WSH_10     JPN BTSX YEARSALL                 482

e_exp_disaster

library(dplyr)
library(tidyr)

# 1. Spalte `Value` in numerische Werte umwandeln
e_exp_disaster <- e_exp_disaster %>%
  mutate(Value = as.numeric(Value))

# 2. Jahre in Spalten umwandeln
e_exp_disaster <- e_exp_disaster %>%
  pivot_wider(names_from = YEAR, values_from = Value)

# 3. Durchschnitt von 2005 bis 2014 berechnen und ggf. über alle Jahre mitteln
e_exp_disaster <- e_exp_disaster %>%
  rowwise() %>%
  mutate(
    Avg_2005_2014 = mean(c_across(`2005`:`2014`), na.rm = TRUE),  # Durchschnitt von 2005 bis 2014
    e_exp_disaster = ifelse(
      all(is.na(c_across(`2005`:`2014`))),  # Wenn keine Daten von 2005 bis 2014 vorhanden sind
      mean(c_across(where(is.numeric)), na.rm = TRUE),  # Durchschnitt über alle Jahre
      Avg_2005_2014  # Ansonsten bleibt der Durchschnitt von 2005 bis 2014
    )
  ) %>%
  ungroup()

# Überprüfung der Änderungen
head(e_exp_disaster)
## # A tibble: 6 × 21
##   IndicatorCode COUNTRY `2019` `2007` `2005` `2016` `2006` `2011` `2008` `2014`
##   <chr>         <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 SDGDISASTER   DZA       0.03   0.18   0.36   0      0.03   0.08   0.24   0   
## 2 SDGDISASTER   SYR      NA      0.76   0.13  NA      0.36  NA      1.15  NA   
## 3 SDGDISASTER   CHE       9.01   5.89   6.76   3.2    5.83   4.96   5.76   3.77
## 4 SDGDISASTER   THA      NA     NA     NA      0.26  NA     NA     NA     NA   
## 5 SDGDISASTER   UGA      NA      0.93  NA      0.27   1.36   2.26   0.67   0.23
## 6 SDGDISASTER   ECU       0      0.25  NA      3.95   0.59   0      1.25   0   
## # ℹ 11 more variables: `2021` <dbl>, `2018` <dbl>, `2012` <dbl>, `2009` <dbl>,
## #   `2015` <dbl>, `2013` <dbl>, `2010` <dbl>, `2020` <dbl>, `2017` <dbl>,
## #   Avg_2005_2014 <dbl>, e_exp_disaster <dbl>

e_exp_airdeath100k

library(dplyr)
library(tidyr)

# 1. Spalte NumericValue in numerische Werte umwandeln
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  mutate(NumericValue = as.numeric(NumericValue))

e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(!is.na(COUNTRY))

# 2. Auswahl von BTSX in der Spalte SEX
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(SEX == "BTSX")

# 3. Überprüfung und Auswahl von GHE000000
countries_with_GHE000000 <- e_exp_airdeath100k %>%
  filter(GHECAUSE == "GHE000000") %>%
  pull(COUNTRY) %>%
  unique()

e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(
    COUNTRY %in% countries_with_GHE000000,  # Nur Länder mit GHE000000 behalten
    GHECAUSE == "GHE000000"  # Nur GHE000000 behalten
  )

# 4. Jahre in separate Spalten ausweisen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)

# 5. Durchschnitt zwischen 2005 und 2014 berechnen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  rowwise() %>%
  mutate(
    Avg_2005_2014 = mean(c_across(`2010`:`2014`), na.rm = TRUE),  # Durchschnitt 2005–2014
    e_exp_airdeath100k = ifelse(
      all(is.na(c_across(`2010`:`2014`))),  # Wenn keine Werte von 2005–2014
      mean(c_across(where(is.numeric)), na.rm = TRUE),  # Durchschnitt über alle Jahre
      Avg_2005_2014  # Ansonsten 2005–2014 Durchschnitt
    )
  ) %>%
  ungroup()

# Überprüfen der Änderungen
head(e_exp_airdeath100k)
## # A tibble: 6 × 13
##   COUNTRY `2010` `2015` `2011` `2016` `2018` `2019` `2017` `2014` `2012` `2013`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 AUT       25.1   22.0   24.4  19.5   19.6   17.5   19.6    20.4   23.0   22.5
## 2 JPN       17.9   14.9   17.7  14.4   12.4   11.8   13.2    15.8   16.0   16.4
## 3 MNE      128.   126.   131.  125.   123.   115.   125.    126.   129.   126. 
## 4 SWE       14.8   10.4   14.8   8.72   8.68   8.08   8.49   10.3   13.1   11.6
## 5 SGP       31.4   26.5   29.0  24.7   22.7   23.4   24.6    27.5   27.0   28.0
## 6 HTI      225.   223.   230.  220.   215.   210.   218.    225.   230.   225. 
## # ℹ 2 more variables: Avg_2005_2014 <dbl>, e_exp_airdeath100k <dbl>
library("WDI")
# Suche nach Indikatoren, die das Wort "unemployment" enthalten
search_results <- WDIsearch(string = "Rule of Law", field = "name")

# Anzeigen der Suchergebnisse
print(search_results)
##              indicator
## 7894     GV.RULE.LW.ES
## 7895     GV.RULE.LW.NO
## 7896     GV.RULE.LW.SE
## 10923 MO.INDEX.SRLW.XQ
## 14897           RL.EST
## 14898        RL.NO.SRC
## 14899       RL.PER.RNK
## 14900 RL.PER.RNK.LOWER
## 14901 RL.PER.RNK.UPPER
## 14902       RL.STD.ERR
##                                                                       name
## 7894                                                Rule of Law (estimate)
## 7895                                Rule of Law (number off surveys/polls)
## 7896                                          Rule of Law (standard error)
## 10923                                               Safety and Rule of Law
## 14897                                                Rule of Law: Estimate
## 14898                                       Rule of Law: Number of Sources
## 14899                                         Rule of Law: Percentile Rank
## 14900 Rule of Law: Percentile Rank, Lower Bound of 90% Confidence Interval
## 14901 Rule of Law: Percentile Rank, Upper Bound of 90% Confidence Interval
## 14902                                          Rule of Law: Standard Error

Naming:

Hardship:

- Health / Safety (HS), Crime (C), Financial (F), Environmental (E)

Factor:

- HS: Alcohol (alc), Drugs (drg), Nicotine (nic), Mental Health (mh), Sex (sex), Other (oth)

- C: Bodily harm (bh), Antisocial (anti), Theft/ fraud (theft), Other (oth)

- F: Gambling (gam), Investment (inv), Other (oth)

- E: Exposure (exp), Socioeconomic (ses), Other (oth)

e_ses_gini: SI.POV.GINI - Gini index

The Gini index measures the extent to which the distribution of income or consumption among individuals or households within an economy deviates from a perfectly equal distribution. A Gini index of 0 represents perfect equality, while an index of 100 implies perfect inequality.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SI.POV.GINI") 

# Daten abrufen
e_ses_gini <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_gini <- e_ses_gini %>%
  rename(e_ses_gini = SI.POV.GINI) # Control of Corruption (estimate)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_gini <- e_ses_gini %>%
  pivot_wider(names_from = year, values_from = e_ses_gini)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_gini <- e_ses_gini %>%
  mutate(e_ses_gini = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_gini <- e_ses_gini %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_gini <- e_ses_gini %>%
  mutate(e_ses_gini = case_when(
    is.nan(e_ses_gini) ~ NA_real_,
    e_ses_gini == 0 ~ NA_real_,
    TRUE ~ e_ses_gini
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_gini)

e_ses_unemployment: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)

Unemployment refers to the share of the labor force that is without work but available for and seeking employment.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SL.UEM.TOTL.ZS") 

# Daten abrufen
e_ses_unemployment <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_unemployment <- e_ses_unemployment %>%
  rename(e_ses_unemployment = SL.UEM.TOTL.ZS)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_unemployment <- e_ses_unemployment %>%
  pivot_wider(names_from = year, values_from = e_ses_unemployment)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_unemployment <- e_ses_unemployment %>%
  mutate(e_ses_unemployment = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_unemployment <- e_ses_unemployment %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_unemployment <- e_ses_unemployment %>%
  mutate(e_ses_unemployment = case_when(
    is.nan(e_ses_unemployment) ~ NA_real_,
    e_ses_unemployment == 0 ~ NA_real_,
    TRUE ~ e_ses_unemployment
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_unemployment)

e_ses_school: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)

Unemployment refers to the share of the labor force that is without work but available for and seeking employment.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SE.ENR.PRSC.FM.ZS") 

# Daten abrufen
e_ses_school <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_school <- e_ses_school %>%
  rename(e_ses_school = `SE.ENR.PRSC.FM.ZS`)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_school <- e_ses_school %>%
  pivot_wider(names_from = year, values_from = e_ses_school)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_school <- e_ses_school %>%
  mutate(e_ses_school = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_school <- e_ses_school %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_school <- e_ses_school %>%
  mutate(e_ses_school = case_when(
    is.nan(e_ses_school) ~ NA_real_,
    e_ses_school == 0 ~ NA_real_,
    TRUE ~ e_ses_school
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_school)

e_ses_water: ER.H2O.FWTL.ZS - Annual freshwater withdrawals, total (% of internal resources)

Annual freshwater withdrawals refer to total water withdrawals, not counting evaporation losses from storage basins. Withdrawals also include water from desalination plants in countries where they are a significant source. Withdrawals can exceed 100 percent of total renewable resources where extraction from nonrenewable aquifers or desalination plants is considerable or where there is significant water reuse. Withdrawals for agriculture and industry are total withdrawals for irrigation and livestock production and for direct industrial use (including withdrawals for cooling thermoelectric plants). Withdrawals for domestic uses include drinking water, municipal use or supply, and use for public services, commercial establishments, and homes.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("ER.H2O.FWTL.ZS") 

# Daten abrufen
e_ses_water <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_water <- e_ses_water %>%
  rename(e_ses_water = `ER.H2O.FWTL.ZS`)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_water <- e_ses_water %>%
  pivot_wider(names_from = year, values_from = e_ses_water)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_water <- e_ses_water %>%
  mutate(e_ses_water = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_water <- e_ses_water %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_water <- e_ses_water %>%
  mutate(e_ses_water = case_when(
    is.nan(e_ses_water) ~ NA_real_,
    e_ses_water == 0 ~ NA_real_,
    TRUE ~ e_ses_water
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_water)

Join Specifications to hardship_HS

hardship_environment <- left_join(hardship_environment, e_oth_safewater[, c("COUNTRY", "e_oth_safewater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_oth_drinkingwater[, c("COUNTRY", "e_oth_drinkingwater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg100k[, c("COUNTRY", "e_exp_watersanithyg100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg[, c("COUNTRY", "e_exp_watersanithyg")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_disaster[, c("COUNTRY", "e_exp_disaster")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_airdeath100k[, c("COUNTRY", "e_exp_airdeath100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_gini[, c("COUNTRY", "e_ses_gini")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_unemployment[, c("COUNTRY", "e_ses_unemployment")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_school[, c("COUNTRY", "e_ses_school")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_water[, c("COUNTRY", "e_ses_water")], by = "COUNTRY")

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     AND  -0.37932540 -1.0837948     -1.34931275     -1.2409599 -1.2724280
## 4     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 5     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 6     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
##   femalemale_primedu hardship_index     country     avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.69804334         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.30657247        -0.30859746
## 3        -0.27552784    -0.93355812     Andorra -0.06025079        -0.93355812
## 4        -0.27552784    -0.03159187   Argentina  0.17942269        -0.03159187
## 5         0.01555433    -0.21638627     Armenia  0.28752726        -0.21638627
## 6        -0.29382066    -0.86695006   Australia  0.55954069        -0.86695006
##   avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1       51.72412                  2.37578109                  4.0022569
## 2       53.03729                  0.67575023                 -0.4367913
## 3       51.90591                 -1.34931275                 -1.2409599
## 4       48.60275                 -0.07668981                 -0.4796043
## 5       48.98472                  0.18958519                 -0.1468729
## 6       49.05534                 -1.21803875                 -1.1806477
##   e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1      -0.9956570      -0.9956570              0.73081567      2.2360657
## 2      -1.2221060      -1.2221060             -0.94251429      0.3486396
## 3      -1.2724280      -1.2724280             -0.37932540     -1.0837948
## 4       0.6272279       0.6272279              0.30124250     -0.2861997
## 5      -1.5240381      -1.5240381              0.06070368      0.1067501
## 6      -0.3792123      -0.3792123             -1.04808642     -1.0818945
##   HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1                 8.81084638        19.29776            49.65501
## 2                -0.27456306        74.96667            92.19125
## 3                -0.27552784        90.64000           100.00000
## 4                -0.27552784              NA            97.69833
## 5                 0.01555433        83.13354            97.85505
## 6                -0.29382066              NA            99.85179
##   e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1                  282.40                4121      0.3400000          288.63538
## 2                   24.60                 610      0.1183333           51.56638
## 3                    0.54                  NA             NA                 NA
## 4                    0.84                 279      2.2083333           32.72163
## 5                    4.56                   5     12.7216667           84.18000
## 6                    0.12                  52      0.1200000            9.62950
##   e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1         NA             7.8486    0.6151610   43.015907
## 2   27.60000            11.3737    0.9936571   66.042586
## 3         NA                 NA           NA          NA
## 4   44.00000             8.3015    1.0390530   12.428502
## 5   30.52000            15.7786    1.0091329   39.753608
## 6   34.83333             5.1272           NA    3.287998

Missing Countries

# Auswahl aller Spalten, die mit "F_" beginnen
missing_countries <- grep("^e_", names(hardship_environment), value = TRUE)

# Berechnung des Prozentsatzes der fehlenden Werte pro Land
missing_percentages <- hardship_environment %>%
  select(country, all_of(missing_countries)) %>%
  group_by(country) %>%
  summarise_each(funs(sum(is.na(.)) / n() * 100), all_of(missing_countries)) %>%
  mutate(average_missing = rowMeans(select(., -country), na.rm = TRUE))  %>%
  arrange(desc(average_missing))  # Sortiert die Daten absteigend nach dem durchschnittlichen Prozentsatz der fehlenden Werte

# Ausgabe der Ergebnisse
print(missing_percentages)
## # A tibble: 106 × 13
##    country               e_original_gini e_oth_safewater e_oth_drinkingwater
##    <chr>                           <dbl>           <dbl>               <dbl>
##  1 Serbia and Montenegro             100             100                 100
##  2 Taiwan                              0             100                 100
##  3 <NA>                                0             100                 100
##  4 Andorra                             0               0                   0
##  5 Libya                               0             100                   0
##  6 Haiti                               0             100                   0
##  7 Kuwait                              0               0                   0
##  8 Palestine                           0               0                   0
##  9 Saudi Arabia                        0             100                   0
## 10 Trinidad and Tobago                 0             100                   0
## # ℹ 96 more rows
## # ℹ 9 more variables: e_exp_watersanithyg100k <dbl>, e_exp_watersanithyg <dbl>,
## #   e_exp_disaster <dbl>, e_exp_airdeath100k <dbl>, e_ses_gini <dbl>,
## #   e_ses_unemployment <dbl>, e_ses_school <dbl>, e_ses_water <dbl>,
## #   average_missing <dbl>
# Länder HKG, RAW und TWN aus dem Datensatz entfernen
hardship_environment <- hardship_environment %>%
  filter(!COUNTRY %in% c("TWN", "AND"))

hardship_environment <- hardship_environment %>%
  filter(!country %in% c("Serbia and Montenegro"))

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 4     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 5     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
## 6     AUT  -1.48343702 -1.1603490     -1.13911760     -1.0649213 -0.8950129
##   femalemale_primedu hardship_index     country    avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.6980433         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.3065725        -0.30859746
## 3        -0.27552784    -0.03159187   Argentina  0.1794227        -0.03159187
## 4         0.01555433    -0.21638627     Armenia  0.2875273        -0.21638627
## 5        -0.29382066    -0.86695006   Australia  0.5595407        -0.86695006
## 6         0.06355315    -0.94654744     Austria  0.6472993        -0.94654744
##   avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1       51.72412                  2.37578109                  4.0022569
## 2       53.03729                  0.67575023                 -0.4367913
## 3       48.60275                 -0.07668981                 -0.4796043
## 4       48.98472                  0.18958519                 -0.1468729
## 5       49.05534                 -1.21803875                 -1.1806477
## 6       48.54463                 -1.13911760                 -1.0649213
##   e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1      -0.9956570      -0.9956570              0.73081567      2.2360657
## 2      -1.2221060      -1.2221060             -0.94251429      0.3486396
## 3       0.6272279       0.6272279              0.30124250     -0.2861997
## 4      -1.5240381      -1.5240381              0.06070368      0.1067501
## 5      -0.3792123      -0.3792123             -1.04808642     -1.0818945
## 6      -0.8950129      -0.8950129             -1.48343702     -1.1603490
##   HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1                 8.81084638        19.29776            49.65501
## 2                -0.27456306        74.96667            92.19125
## 3                -0.27552784              NA            97.69833
## 4                 0.01555433        83.13354            97.85505
## 5                -0.29382066              NA            99.85179
## 6                 0.06355315        98.38037           100.00000
##   e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1                  282.40                4121     0.34000000          288.63538
## 2                   24.60                 610     0.11833333           51.56638
## 3                    0.84                 279     2.20833333           32.72163
## 4                    4.56                   5    12.72166667           84.18000
## 5                    0.12                  52     0.12000000            9.62950
## 6                    0.16                  27     0.07166667           20.98988
##   e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1         NA             7.8486    0.6151610   43.015907
## 2   27.60000            11.3737    0.9936571   66.042586
## 3   44.00000             8.3015    1.0390530   12.428502
## 4   30.52000            15.7786    1.0091329   39.753608
## 5   34.83333             5.1272           NA    3.287998
## 6   30.37000             5.0950    0.9691420    6.304407
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_safewater, e_oth_drinkingwater, e_exp_watersanithyg100k, e_exp_watersanithyg, e_exp_disaster, e_exp_airdeath100k, e_ses_gini, e_ses_unemployment, e_ses_school, e_ses_water)
str(hardship_Finance)
## 'data.frame':    105 obs. of  12 variables:
##  $ COUNTRY           : chr  "AFG" "DZA" "AND" "ARG" ...
##  $ homiciderate      : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ gdp               : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ infantmortality   : num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ lifeexpectancy    : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ gini              : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ femalemale_primedu: num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
##  $ hardship_index    : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ country           : chr  "Afghanistan" "Algeria" "Andorra" "Argentina" ...
##  $ avg_age           : num  -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
##  $ avg_hardship_index: num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ avg_risktaking    : num  51.7 53 51.9 48.6 49 ...

Missing values

Prüfung auf den Mechanismus des Fehlens von Daten

# Laden des Pakets
library(mice)
# Little's MCAR-Test durchführen
mcar_test <- mice::md.pattern(hardship_environment, plot = TRUE)

# Ausgabe des Testergebnisses
print(mcar_test)
##    COUNTRY e_original_gini e_ses_unemployment country avg_risktaking
## 47       1               1                  1       1              1
## 16       1               1                  1       1              1
## 11       1               1                  1       1              1
## 4        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 3        1               1                  1       1              1
## 3        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 4        1               1                  1       1              1
## 2        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       0              0
##          0               0                  0       1              1
##    e_oth_drinkingwater e_exp_watersanithyg e_ses_water e_exp_airdeath100k
## 47                   1                   1           1                  1
## 16                   1                   1           1                  1
## 11                   1                   1           1                  1
## 4                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 3                    1                   1           1                  1
## 3                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 4                    1                   1           1                  1
## 2                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  0
## 1                    1                   1           1                  0
## 1                    1                   1           1                  0
## 1                    1                   1           0                  1
## 1                    1                   0           1                  0
## 1                    0                   0           0                  0
##                      1                   2           2                  5
##    e_exp_disaster e_ses_school e_ses_gini e_exp_watersanithyg100k
## 47              1            1          1                       1
## 16              1            1          1                       1
## 11              1            1          1                       0
## 4               1            1          0                       1
## 1               1            1          0                       1
## 1               1            1          0                       0
## 1               1            1          0                       0
## 3               1            0          1                       1
## 3               1            0          1                       1
## 1               1            0          0                       1
## 1               1            0          0                       1
## 4               0            1          1                       1
## 2               0            1          1                       0
## 1               0            1          0                       1
## 1               0            0          1                       1
## 1               1            1          1                       1
## 1               1            0          1                       1
## 1               0            1          0                       0
## 1               1            1          0                       0
## 1               1            1          1                       0
## 1               0            1          0                       0
##                10           10         13                      19
##    e_oth_safewater   
## 47               1  0
## 16               0  1
## 11               1  1
## 4                1  1
## 1                0  2
## 1                1  2
## 1                0  3
## 3                1  1
## 3                0  2
## 1                1  2
## 1                0  3
## 4                1  1
## 2                1  2
## 1                1  2
## 1                0  3
## 1                1  1
## 1                1  2
## 1                0  5
## 1                1  3
## 1                1  3
## 1                0 10
##                 25 89
# Installieren des naniar Pakets, falls noch nicht geschehen
if (!require("naniar")) install.packages("naniar")

# Laden des Pakets
library(naniar)

# Durchführung von Little's MCAR-Test (ähnlich)
mcar_test <- naniar::mcar_test(hardship_environment)

# Ausgabe des Testergebnisses
print(mcar_test)
## # A tibble: 1 × 4
##   statistic    df p.value missing.patterns
##       <dbl> <dbl>   <dbl>            <int>
## 1      221.   230   0.652               21
library(mice)

library(VIM)
aggr_plot <- aggr(hardship_environment, col = c('navyblue', 'red'), numbers = TRUE, sortVars = TRUE, 
                  labels = names(hardship_environment), cex.axis = 0.7, gap = 3, ylab = c("Missing Data", "Pattern"))

## 
##  Variables sorted by number of missings: 
##                 Variable       Count
##          e_oth_safewater 0.242718447
##  e_exp_watersanithyg100k 0.184466019
##               e_ses_gini 0.126213592
##           e_exp_disaster 0.097087379
##             e_ses_school 0.097087379
##       e_exp_airdeath100k 0.048543689
##      e_exp_watersanithyg 0.019417476
##              e_ses_water 0.019417476
##                  country 0.009708738
##           avg_risktaking 0.009708738
##      e_oth_drinkingwater 0.009708738
##                  COUNTRY 0.000000000
##          e_original_gini 0.000000000
##       e_ses_unemployment 0.000000000
vis_miss(hardship_environment)

# Berechnung des Anteils fehlender Werte für jede Variable
missing_percentages <- sapply(hardship_environment, function(x) {
  sum(is.na(x)) / length(x) * 100
})

# Ausgabe der Ergebnisse
missing_percentages
##                 COUNTRY                 country          avg_risktaking 
##               0.0000000               0.9708738               0.9708738 
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##               0.0000000              24.2718447               0.9708738 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##              18.4466019               1.9417476               9.7087379 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##               4.8543689              12.6213592               0.0000000 
##            e_ses_school             e_ses_water 
##               9.7087379               1.9417476
# Darstellung der Ergebnisse in einem Dataframe
missing_summary <- data.frame(
  Variable = names(missing_percentages),
  MissingPercentage = missing_percentages
)

# Sortiere die Variablen nach dem Prozentsatz der fehlenden Werte
missing_summary <- missing_summary[order(-missing_summary$MissingPercentage), ]

# Ausgabe der Tabelle
print(missing_summary)
##                                        Variable MissingPercentage
## e_oth_safewater                 e_oth_safewater        24.2718447
## e_exp_watersanithyg100k e_exp_watersanithyg100k        18.4466019
## e_ses_gini                           e_ses_gini        12.6213592
## e_exp_disaster                   e_exp_disaster         9.7087379
## e_ses_school                       e_ses_school         9.7087379
## e_exp_airdeath100k           e_exp_airdeath100k         4.8543689
## e_exp_watersanithyg         e_exp_watersanithyg         1.9417476
## e_ses_water                         e_ses_water         1.9417476
## country                                 country         0.9708738
## avg_risktaking                   avg_risktaking         0.9708738
## e_oth_drinkingwater         e_oth_drinkingwater         0.9708738
## COUNTRY                                 COUNTRY         0.0000000
## e_original_gini                 e_original_gini         0.0000000
## e_ses_unemployment           e_ses_unemployment         0.0000000
# Überprüfe, ob alle Variablen tatsächlich numerisch sind
sapply(hardship_environment, function(x) all(is.numeric(x)))
##                 COUNTRY                 country          avg_risktaking 
##                   FALSE                   FALSE                    TRUE 
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##                    TRUE                    TRUE                    TRUE 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##                    TRUE                    TRUE                    TRUE 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##                    TRUE                    TRUE                    TRUE 
##            e_ses_school             e_ses_water 
##                    TRUE                    TRUE
# Erstelle einen Methoden-Vektor
methods <- rep("none", ncol(hardship_environment))
names(methods) <- colnames(hardship_environment)

# Weisen den relevanten Spalten Imputationsmethoden zu
methods["e_original_gini"] <- "pmm"       # Numerisch
methods["e_oth_safewater"] <- "pmm"            # Numerisch
methods["e_exp_watersanithyg100k"] <- "pmm"  # Numerisch
methods["e_ses_gini"] <- "pmm"         # Numerisch
methods["e_ses_school"] <- "pmm"        # Numerisch
methods["e_exp_disaster"] <- "pmm"     # Numerisch
methods["e_exp_airdeath100k"] <- "pmm"        # Numerisch
methods["e_exp_watersanithyg"] <- "pmm"              # Numerisch
methods["e_ses_water"] <- "pmm"           # Numerisch
methods["e_oth_drinkingwater"] <- "pmm"      # Numerisch
methods["e_ses_unemployment"] <- "pmm"           # Numerisch
# Auswahl nur der numerischen Spalten
hardship_environment_numeric <- hardship_environment %>%
  select(where(is.numeric)) %>%
  select(-avg_risktaking)

# Durchführung der Imputation nur für die numerischen Spalten
library(mice)
imputed_data <- mice(
  hardship_environment_numeric,
  m = 20,            # 5 vollständige Datensätze erzeugen
  maxit = 50,       # Maximale Iterationen
  seed = 123        # Reproduzierbarkeit
)
## 
##  iter imp variable
##   1   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
# Zusammenfassung der Imputationsergebnisse
summary(imputed_data)
## Class: mids
## Number of multiple imputations:  20 
## Imputation methods:
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##                      ""                   "pmm"                   "pmm" 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##                   "pmm"                   "pmm"                   "pmm" 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##                   "pmm"                   "pmm"                      "" 
##            e_ses_school             e_ses_water 
##                   "pmm"                   "pmm" 
## PredictorMatrix:
##                         e_original_gini e_oth_safewater e_oth_drinkingwater
## e_original_gini                       0               1                   1
## e_oth_safewater                       1               0                   1
## e_oth_drinkingwater                   1               1                   0
## e_exp_watersanithyg100k               1               1                   1
## e_exp_watersanithyg                   1               1                   1
## e_exp_disaster                        1               1                   1
##                         e_exp_watersanithyg100k e_exp_watersanithyg
## e_original_gini                               1                   1
## e_oth_safewater                               1                   1
## e_oth_drinkingwater                           1                   1
## e_exp_watersanithyg100k                       0                   1
## e_exp_watersanithyg                           1                   0
## e_exp_disaster                                1                   1
##                         e_exp_disaster e_exp_airdeath100k e_ses_gini
## e_original_gini                      1                  1          1
## e_oth_safewater                      1                  1          1
## e_oth_drinkingwater                  1                  1          1
## e_exp_watersanithyg100k              1                  1          1
## e_exp_watersanithyg                  1                  1          1
## e_exp_disaster                       0                  1          1
##                         e_ses_unemployment e_ses_school e_ses_water
## e_original_gini                          1            1           1
## e_oth_safewater                          1            1           1
## e_oth_drinkingwater                      1            1           1
## e_exp_watersanithyg100k                  1            1           1
## e_exp_watersanithyg                      1            1           1
## e_exp_disaster                           1            1           1
# Zugriff auf den ersten vollständig imputierten Datensatz
completed_data <- complete(imputed_data, 1)

# Überprüfung der Struktur des vollständigen Datensatzes
str(completed_data)
## 'data.frame':    103 obs. of  11 variables:
##  $ e_original_gini        : num  -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num  19.3 75 92.4 83.1 99.9 ...
##  $ e_oth_drinkingwater    : num  49.7 92.2 97.7 97.9 99.9 ...
##  $ e_exp_watersanithyg100k: num  282.4 24.6 0.84 4.56 0.12 ...
##  $ e_exp_watersanithyg    : num  4121 610 279 5 52 ...
##  $ e_exp_disaster         : num  0.34 0.118 2.208 12.722 0.12 ...
##  $ e_exp_airdeath100k     : num  288.64 51.57 32.72 84.18 9.63 ...
##  $ e_ses_gini             : num  27.7 27.6 44 30.5 34.8 ...
##  $ e_ses_unemployment     : num  7.85 11.37 8.3 15.78 5.13 ...
##  $ e_ses_school           : num  0.615 0.994 1.039 1.009 0.955 ...
##  $ e_ses_water            : num  43.02 66.04 12.43 39.75 3.29 ...
imputed_data$imp$e_oth_safewater  # Zeigt die imputierten Werte für diese Variable
##              1         2        3         4         5         6          7
## 3    92.359818 92.540180 89.25108 92.359818 82.591372 83.133540 100.000000
## 5    99.947095 98.137902 74.96667 95.711932 94.185688 95.711932  95.172765
## 10   26.774252 51.694520 51.93740 51.251137 54.889830 62.537050  51.694520
## 12   25.038652 57.663335 38.98712 26.774252 45.346410 51.937398  57.663335
## 15   19.297757 11.139485 25.03865 21.028092 25.038652  6.932845  22.067440
## 17   19.297757 22.067440 28.21305  7.873342  7.873342 21.028092  19.297757
## 20   54.889830 54.889830 51.93740 51.937398 51.694520 57.663335  26.774252
## 27   99.535147 99.474540 99.47454 99.535147 99.559905 99.559905  99.559905
## 37   19.297757 11.139485 45.34641 19.297757 28.213052 19.297757  11.139485
## 38   55.406393 54.889830 46.29138 71.335555 38.987115 64.941133  26.774252
## 40   62.537050  7.873342 19.29776  6.932845 19.297757 19.297757   7.873342
## 49    6.932845 22.067440 19.29776 28.213052 19.297757 11.139485   7.873342
## 53   97.781015 99.982063 99.98206 99.474540 77.910732 99.535147  99.559905
## 57   22.067440 38.987115 11.13949 45.346410 57.663335 45.346410  45.346410
## 75   19.297757 28.213052 21.02809 22.067440 19.297757 28.213052  19.297757
## 76   99.982063 95.711932 97.78101 99.982063 55.008600 99.474540  98.212498
## 80   51.251137 88.474128 63.05255 48.469347 51.937398 46.291380  75.280042
## 88   82.591372 77.910732 76.43349 83.167305 83.167305 74.644730  88.474128
## 89   79.156070 83.167305 63.05255 79.156070 77.910732 83.133540  83.167305
## 91  100.000000 87.737930 83.13354 74.644730 88.474128 79.156070  74.966673
## 94   98.212498 99.535147 99.98206 97.781015 99.474540 97.781015  99.559905
## 97   92.359818 81.845195 89.25108 92.359818 92.359818 92.359818 100.000000
## 99   71.335555 77.910732 64.94113 71.335555 77.910732 79.156070  75.280042
## 101  21.028092 22.067440 25.03865 19.297757  6.932845 22.067440  11.139485
## 102  21.028092 11.139485 28.21305 11.139485 19.297757 28.213052  19.297757
##             8          9        10        11         12        13        14
## 3   94.867207 100.000000  92.35982 55.008600  76.433487 92.359818 89.251077
## 5   96.700000  99.559905  97.39474 94.185688  99.947095 95.711932 64.079782
## 10  54.889830  57.663335  46.29138 54.889830  54.889830 51.694520 57.663335
## 12  45.346410  22.067440  26.77425 45.346410  28.213052 51.937398 11.139485
## 15  21.028092  19.297757  28.21305 11.139485  19.297757 19.297757 19.297757
## 17  28.213052   8.508572  11.13949  6.932845  21.028092 21.028092 11.139485
## 20  26.774252  57.663335  51.69452 54.889830  46.291380 51.694520 51.694520
## 27  99.535147  97.781015  97.78101 99.474540 100.000000 99.982063 19.297757
## 37  19.297757  19.297757  22.06744  6.932845  28.213052 28.213052 45.346410
## 38  48.469347 100.000000  11.13949 48.469347  46.291380 45.346410 55.008600
## 40   7.873342  21.028092  26.77425 28.213052   6.932845  7.873342 71.335555
## 49  19.297757  21.028092  21.02809 19.297757  19.297757 28.213052 19.297757
## 53  71.335555  99.474540  99.53515 99.947095  79.354213 97.781015 51.694520
## 57  22.067440  11.139485  45.34641 45.346410  38.987115 38.987115 19.297757
## 75  11.139485  11.139485  22.06744 28.213052  21.028092 28.213052  6.932845
## 76  97.810510  99.982063  94.86721 94.867207  89.251077 99.982063 51.937398
## 80  38.987115  26.774252  48.46935 51.694520  38.987115 51.251137 54.889830
## 88  82.591372  83.167305  83.16730 79.354213  83.167305 76.433487 88.474128
## 89  74.644730  97.042817  75.28004 88.474128  83.133540 83.167305 94.185688
## 91  74.644730  97.042817  89.25108 83.167305  83.133540 83.167305 74.966673
## 94  99.535147  99.535147  97.78101 97.781015 100.000000 97.781015 51.937398
## 97  92.540180  81.845195 100.00000 82.591372  82.591372 55.008600 55.008600
## 99  79.354213  63.052548  75.28004 93.289123  74.644730 79.354213 41.339865
## 101 28.213052   6.932845  19.29776 19.297757  25.038652 21.028092 22.067440
## 102  7.873342  28.213052  19.29776  7.873342  19.297757 28.213052 25.038652
##            15        16       17        18        19        20
## 3   83.133540  55.00860 92.35982 82.591372 83.133540 83.167305
## 5   95.711932  97.81051 99.87894 97.664362 96.700000 99.350905
## 10  54.889830  51.69452 51.69452 51.694520 51.937398 51.694520
## 12  45.346410  28.21305 38.98712 51.937398 22.067440 45.346410
## 15   6.932845  11.13949 21.02809 21.028092 28.213052 19.297757
## 17   6.932845  21.02809 19.29776 19.297757 28.213052 19.297757
## 20  54.889830  54.88983 46.29138 51.694520 46.291380 62.537050
## 27  97.781015  97.78101 99.55991 99.474540 99.559905  7.873342
## 37  22.067440  22.06744 28.21305 11.139485 19.297757 25.038652
## 38  46.291380  22.06744 53.68106 48.469347 26.774252 76.433487
## 40  19.297757  57.66333 21.02809 21.028092  8.508572 21.028092
## 49  22.067440  19.29776 19.29776 28.213052 21.028092 11.139485
## 53  85.334170  83.16730 96.39312 96.393118 97.781015 51.694520
## 57  28.213052  45.34641 22.06744 22.067440 28.213052 11.139485
## 75  28.213052  22.06744 19.29776 11.139485  6.932845  8.508572
## 76  99.350905  87.73793 81.84520 99.535147 95.172765 51.694520
## 80  54.889830  55.40639 26.77425 54.889830 66.609538 54.889830
## 88  88.474128  76.43349 82.59137 74.644730 79.354213 74.718625
## 89  75.280042  77.91073 88.47413 74.644730 55.008600 83.133540
## 91  88.474128 100.00000 83.13354 55.008600 99.947095 45.748000
## 94  92.465317  99.87894 85.33417 99.982063 99.559905 28.213052
## 97  79.156070  92.35982 81.84520 97.042817 81.845195 89.251077
## 99  41.339865  66.60954 79.35421 79.354213 41.339865 66.140613
## 101 25.038652  19.29776 28.21305  6.932845 22.067440 25.038652
## 102  6.932845  11.13949 28.21305 11.139485 11.139485 11.139485
imputed_data$imp$e_exp_watersanithyg100k  # Zeigt die imputierten Werte für diese Variable
##        1      2     3      4      5      6     7     8     9    10    11    12
## 31  0.55   2.46  0.28   0.20   0.33   0.39  8.20  0.82  1.47  4.36  0.82  4.36
## 35 12.32   1.47  4.36   0.33   0.17  19.31 79.72 13.65  0.77  0.82  0.33  0.50
## 38  0.45   0.45  4.18   0.17  16.13   0.16  3.72  8.42  3.72 53.38  9.19 14.63
## 42  8.34   3.72  0.17   0.45  16.13   9.31  0.39  8.42 19.31  0.14  9.19  9.19
## 44  0.00   1.47  1.47   0.03   0.77   1.96  0.55  1.27  0.16  0.22 24.60  4.96
## 45  0.12   0.39  0.16   0.20   0.33   0.82  0.59  0.03  0.20  8.20  2.46  0.16
## 50 43.10   8.34 13.36  12.32  12.32   0.50  4.36  0.16  1.47  0.22  0.82  0.03
## 53  8.20   1.09  0.06 154.04   3.72  37.64  0.22  0.33  0.81  8.20 16.13  0.22
## 54  0.03 196.02 61.74 282.40 196.02 196.02 67.80  0.59  0.22 71.88 18.20  8.20
## 62  1.27   4.36  0.55   0.22   1.09   4.36  4.36  0.59  0.22  0.59  0.82  0.59
## 67  0.84   4.36  9.17   0.84  43.10  43.10  0.03  0.50  3.72  4.96  0.84  0.28
## 70  7.15  12.32  0.45   3.72   0.12   0.12  0.16  0.45  0.16 13.24  0.16  9.19
## 71 43.10   0.55  2.46   0.92   8.42  13.65  0.82  1.96  0.70  4.36  4.96  5.90
## 73  4.36   1.27  0.14   3.94   8.34   0.00  0.39  0.16  0.06  1.27  0.03  0.33
## 76 16.13  37.64 13.65   0.28   2.46  18.20  0.50  4.56 31.65  4.18  0.17  9.31
## 77  4.19   0.12  9.19   0.45   9.31  16.13  4.18  8.42 19.31  0.17  1.96  4.19
## 79  0.12   1.09  0.67   4.36   4.96   0.82  0.20  4.96  8.20  0.22 13.36 12.32
## 81  0.39   0.84  0.84   2.46   9.19   4.96  0.92  0.33  1.47  0.12  0.67  4.96
## 95  1.27   0.82 13.36   1.47  12.32   0.12  0.22  0.12  1.47  4.36  0.20  0.70
##       13    14    15     16    17     18    19     20
## 31  0.12  2.46  4.96   8.20  1.47   0.55  0.92   1.47
## 35 24.60  0.92 24.60   4.96  3.94   0.39 43.10   0.82
## 38 31.65  0.77  1.26  40.81  0.39   4.18  7.15   0.77
## 42  0.28  0.77  0.45   0.77  7.15  24.60  0.17   8.34
## 44  0.67  0.12  1.27   4.96 43.10   0.12  0.03   0.55
## 45  0.12  0.06  0.67   0.55  1.96   4.36  0.00   0.92
## 50  1.09  0.03  1.09   1.47  0.59   2.46  0.00   0.39
## 53  0.59  0.92  1.47   4.18  0.16   7.15 24.60   1.47
## 54 71.88  1.96 97.87 111.05 61.74 154.04 86.08 282.40
## 62  0.33  0.82  0.20   0.59 13.36   0.12  8.20  13.36
## 67 12.32  3.72 12.32   0.77  0.17  13.65  0.03   0.45
## 70  0.12  0.17  9.17   0.16  3.94   9.31 24.60   0.03
## 71  1.26 13.65 13.24   0.39 13.65  13.36  0.70   0.55
## 73  0.33  0.50 24.60   0.03 43.10   1.47  0.03   1.26
## 76  0.67 32.99  0.28   9.31 25.96   0.45  0.12   3.94
## 77  0.81  4.18  0.12   0.12 18.20   0.50 19.31   3.72
## 79  4.96  0.12  8.34  13.36  0.55   0.82  0.06   0.16
## 81  0.16 13.65  0.33   0.55  0.59   1.09  2.46   1.27
## 95  0.20  0.12  0.20   0.84  0.22   0.12  0.20   0.55
imputed_data$imp$e_ses_gini  # Zeigt die imputierten Werte für diese Variable
##           1        2       3        4        5        6        7        8
## 1  27.71000 27.71000 26.0400 32.50000 27.71000 26.36000 32.50000 27.71000
## 16 34.75000 33.40000 38.3400 39.90000 40.10000 39.16667 36.22000 33.40000
## 38 53.94444 43.20000 53.3000 60.50000 53.30000 60.50000 53.66250 43.20000
## 50 36.22000 40.10000 36.9000 41.42000 36.65556 41.58571 38.34000 40.10000
## 53 53.30000 53.30000 53.6625 53.66250 53.66250 53.30000 53.94444 48.83000
## 62 33.40000 36.22000 33.4000 38.34000 33.40000 41.42000 34.79000 36.22000
## 72 40.10000 45.50000 36.2200 34.79000 41.10000 38.16667 38.34286 38.34286
## 76 42.70000 44.70000 44.7000 46.66667 50.86667 44.70000 42.70000 44.70000
## 78 42.60000 50.86667 47.2000 47.20000 46.30000 51.45000 47.20000 50.86667
## 84 53.94444 48.96000 48.9600 43.20000 53.94444 53.94444 43.20000 43.20000
## 89 46.68000 46.68000 43.2000 46.30000 43.20000 48.96000 51.45000 47.20000
## 91 35.46667 41.10000 42.7000 38.16667 43.48000 34.79000 42.70000 46.40000
## 98 39.90000 38.34000 35.9500 39.90000 38.34000 39.16667 36.65556 39.16667
##           9       10       11       12       13       14       15       16
## 1  27.71000 24.92000 26.72000 27.56000 26.04000 30.52000 26.36000 26.36000
## 16 35.46667 39.16667 33.40000 36.22000 36.65556 36.90000 36.65556 34.75000
## 38 53.66250 49.60000 60.50000 48.83000 48.83000 60.50000 48.83000 53.30000
## 50 36.22000 34.21000 41.58571 39.16667 34.75000 41.10000 39.90000 41.42000
## 53 60.50000 48.83000 60.50000 53.66250 60.50000 48.83000 53.66250 63.55000
## 62 35.46667 36.90000 40.10000 36.22000 34.75000 39.90000 38.34000 40.10000
## 72 46.40000 34.75000 43.87500 41.42000 46.40000 36.22000 35.46667 39.05000
## 76 47.20000 46.40000 48.10000 42.60000 47.20000 48.10000 44.00000 37.55000
## 78 50.86667 40.85000 46.30000 44.70000 47.20000 42.60000 50.86667 46.68000
## 84 49.60000 49.60000 48.96000 49.60000 48.96000 48.96000 43.20000 43.20000
## 89 43.20000 48.10000 48.10000 46.68000 43.20000 44.70000 49.60000 53.94444
## 91 46.40000 36.22000 43.48000 45.50000 45.50000 46.40000 38.16667 35.46667
## 98 34.75000 39.16667 41.42000 39.90000 38.34000 34.83333 36.65556 36.22000
##          17       18       19       20
## 1  26.04000 27.71000 27.71000 26.04000
## 16 36.65556 36.22000 36.22000 38.34000
## 38 53.30000 53.30000 63.55000 53.94444
## 50 36.65556 36.90000 38.34000 32.65000
## 53 48.83000 43.20000 53.30000 48.83000
## 62 40.10000 41.10000 33.40000 36.22000
## 72 46.40000 47.00000 40.10000 38.34000
## 76 37.55000 42.60000 42.70000 46.30000
## 78 48.10000 37.55000 50.86667 44.00000
## 84 48.96000 51.45000 43.20000 43.20000
## 89 46.30000 46.30000 51.45000 51.45000
## 91 42.70000 46.66667 38.34000 50.86667
## 98 38.34000 34.75000 39.16667 36.65556
imputed_data$imp$e_ses_school  # Zeigt die imputierten Werte für diese Variable
##             1         2         3         4         5         6         7
## 5   0.9553290 0.9553290 0.9893930 0.9906540 1.0092300 1.0007260 1.0179170
## 7   0.9936571 0.8498600 0.8138000 1.0071833 0.9738687 0.9528811 1.0053700
## 11  1.0091170 1.0660080 0.9922140 0.9930080 0.7387650 0.9855560 0.8145300
## 37  0.9805350 0.8138000 0.9528811 0.9514420 1.0186770 0.8145300 0.8498600
## 52  0.9948463 0.9797643 1.0390530 1.0074500 0.9805350 1.0071833 0.9948463
## 78  1.0271840 1.0247570 1.0715600 1.0370460 1.0370460 1.0296750 1.0092300
## 89  1.0253390 1.0715600 0.9909500 1.0091170 1.0715600 1.0181511 0.9974300
## 94  1.0036520 1.0092300 1.0091329 0.9855912 1.0051960 0.9930080 0.9936571
## 100 1.0091329 0.9903970 0.9992130 1.0311520 0.9974300 0.9805350 0.9992130
## 102 0.9738687 0.7387650 0.9528811 1.0071833 1.0186770 1.0053700 1.0053700
##             8        9        10       11        12        13        14
## 5   0.9553290 1.001733 1.0074500 1.025339 1.0021730 1.0108870 1.0296750
## 7   0.8145300 0.967639 0.8785296 0.983481 0.9896530 0.8498600 1.0660080
## 11  0.9907933 0.990397 1.0009422 1.000942 0.9984040 1.0053700 0.9797643
## 37  0.9738687 0.980535 0.9685750 1.005370 1.0660080 0.8498600 0.9528811
## 52  1.0293290 1.024752 0.9846320 0.968932 0.9017325 1.0053700 1.0051960
## 78  1.0293290 1.003652 0.9797643 1.009117 0.9960770 1.0370460 0.9385610
## 89  1.0370460 1.071560 1.0296750 1.018151 1.0092300 1.0108870 0.9385610
## 94  0.9846320 0.967639 1.0017333 0.990654 1.0091170 1.0146180 0.9385610
## 100 1.0293290 1.010887 1.0091329 1.024752 1.0452483 0.9805350 0.9971145
## 102 0.8138000 1.066008 0.9834810 0.968575 0.9834810 0.9528811 0.9834810
##            15        16        17        18       19        20
## 5   0.9960770 1.0044550 1.0169040 0.9017325 1.011802 0.9948463
## 7   0.8145300 0.9738687 0.8138000 0.9691420 0.738765 0.9738687
## 11  0.8138000 0.8145300 0.9676390 0.9797643 0.998404 0.9805350
## 37  0.7387650 0.9528811 0.8145300 0.9936571 0.738765 1.0053700
## 52  0.9855912 0.9971145 1.0045860 1.0021730 1.018151 1.0091329
## 78  0.9893930 1.0036520 1.0247570 1.0044550 1.038113 1.0051960
## 89  1.0036520 1.0296750 0.9893930 1.0390530 1.024757 1.0381133
## 94  0.9992130 1.0181511 0.9909500 0.9017325 1.004455 0.9707290
## 100 1.0179170 1.0293290 1.0226550 0.9907933 1.005196 0.9017325
## 102 0.7387650 0.9060400 0.9528811 0.9896530 0.897447 0.9834810
imputed_data$imp$e_exp_disaster  # Zeigt die imputierten Werte für diese Variable
##             1          2          3           4           5           6
## 18 0.26500000  0.0440000 0.06333333  0.07666667  0.26500000 15.89000000
## 33 0.04000000  1.6816667 0.47400000  0.79666667  0.00000000  0.20000000
## 35 0.06833333  0.4740000 1.02833333  0.43000000  0.43000000  0.20000000
## 37 0.00000000  0.1200000 1.12000000  8.17166667  1.12000000  0.00000000
## 38 0.29000000  0.8516667 0.18833333  0.58166667 12.72166667  0.02166667
## 44 0.95800000  0.0000000 1.75333333  0.79666667  5.04666667  0.76333333
## 53 0.29000000  0.0000000 0.78333333  0.34000000  0.55166667  0.43000000
## 59 0.78333333  1.7533333 0.37166667  1.29333333  0.22666667  1.29333333
## 64 0.00000000  0.4683333 0.00000000  0.23500000  0.07666667  0.46833333
## 84 0.29000000 13.4875000 1.15800000 13.80833333  0.16800000  0.08250000
##              7           8           9         10          11         12
## 18  1.19000000  0.18833333  0.01500000  0.9466667  0.20000000 2.12666667
## 33  1.19000000  0.78333333  6.87833333  0.2000000  0.22166667 2.12666667
## 35 13.48750000  0.18833333  0.09333333 15.8900000  0.53500000 1.29333333
## 37  1.29333333  0.08250000  1.12000000  1.2933333  0.53500000 0.08250000
## 38  2.12666667  1.29333333  0.01500000  0.9580000  0.53500000 0.06333333
## 44  4.36000000  6.87833333  0.79666667  0.0000000  0.11833333 0.15000000
## 53  0.06333333 13.80833333  1.29333333  0.0400000  0.53500000 0.34000000
## 59  0.95800000  0.29000000  0.04000000  0.0000000  2.12666667 0.06333333
## 64  0.25000000  1.29333333 13.48750000  5.5500000 13.48750000 0.15000000
## 84  0.00000000  0.09333333  0.11000000 13.4875000  0.06333333 0.53500000
##           13         14         15         16         17         18         19
## 18  4.360000  0.2900000 0.09333333 0.20000000 0.07666667 0.37600000 0.48500000
## 33  0.250000  0.2900000 0.11000000 0.04400000 0.60000000 0.31000000 0.47400000
## 35  0.535000  0.0825000 0.27000000 0.71000000 0.09333333 3.05666667 0.55166667
## 37  8.171667  6.8783333 0.37166667 0.02166667 1.29333333 0.18833333 0.03833333
## 38  0.958000  0.1183333 0.04400000 0.58166667 0.48500000 0.20000000 0.77000000
## 44  0.040000 13.8083333 0.21750000 0.60000000 0.07666667 0.11833333 0.71000000
## 53 13.808333  1.2933333 0.01000000 0.08250000 0.26000000 0.85166667 8.17166667
## 59  0.958000  6.8783333 2.12666667 0.18833333 1.68166667 0.03833333 1.15800000
## 64  0.958000  0.2175000 5.55000000 2.20833333 0.22166667 0.11000000 0.77000000
## 84  6.878333  0.2900000 0.47400000 0.29000000 5.55000000 0.08250000 0.08666667
##             20
## 18  0.07166667
## 33  0.06833333
## 35  0.08666667
## 37  0.58166667
## 38 15.89000000
## 44  0.11833333
## 53  0.09333333
## 59  0.95800000
## 64  0.01500000
## 84 13.80833333
imputed_data$imp$e_exp_airdeath100k  # Zeigt die imputierten Werte für diese Variable
##            1         2         3         4        5         6         7
## 14   9.62950  10.27887  23.40275  43.85112  84.1800  13.39100  43.85112
## 38 116.36838  94.73925 104.61862  43.85112 100.7660  58.22563  46.49725
## 52  94.48500 104.61862  46.49725 109.09713 152.5989 100.76600 100.76600
## 53   9.62950  26.23112  16.52538 118.13712  84.1800  23.75875  54.15637
## 67  84.97237 102.46025 104.61862  86.45525 104.6186 118.13712  36.91200
##            8        9        10        11        12       13        14
## 14  12.69225 80.53812  88.57088  39.35325  99.07875 84.18000  35.00312
## 38 195.23163 75.26812 215.95050  94.73925  51.56638 94.73925  18.32812
## 52 109.09713 46.49725  89.79700 152.59888 109.09713 94.32088 139.89600
## 53  23.40275  9.62950  49.43525  16.78175 124.21637 10.54688 170.86462
## 67  88.57088 36.91200  58.22563  49.20275 102.46025 18.32812 116.36838
##           15        16        17        18        19         20
## 14  49.75125  40.36462  19.86187  20.98988  18.32812   9.963125
## 38 170.86462 162.64388  51.56638  46.30913 158.29237  45.020375
## 52 158.29237 100.76600 109.09713 137.42675  46.49725 100.766000
## 53  45.02038  16.35050  75.26812  26.23112  75.26812 156.513875
## 67  84.97237  23.40275  54.15637  49.75125  28.22000  31.285375
imputed_data$imp$e_exp_watersanithyg  # Zeigt die imputierten Werte für diese Variable
##      1     2   3   4    5    6    7     8   9   10    11  12  13   14   15   16
## 38   5     3 368 592 1517  208   67 25579   4   29     5   2 193   41 3448   59
## 67 163 10132 112 125  972 4393 2761    27 208 1882 71611 585 620 1882 4172 8950
##      17   18   19  20
## 38 1578   77 1578  59
## 67  117 4393 1517 302
imputed_data$imp$e_ses_water  # Zeigt die imputierten Werte für diese Variable
##            1        2        3         4        5         6        7         8
## 38 20.229627 8.507292  40.5390  2.742248 74.31657  72.33463 14.61822  304.8348
## 50  1.159268 1.036416 238.4024 88.695000 15.83190 304.83476 28.93076 1790.0303
##              9        10       11       12       13       14          15
## 38 6952.950000  28.70783 23.64651  19.4790 32.83405 24.89564    1.036416
## 50    1.908775 420.44643 25.28318 143.5933 15.83190 14.61822 6952.950000
##           16        17       18        19        20
## 38  1.261153  29.54583 2.241365 28.930761 420.44643
## 50 88.695000 304.83476 4.642441  1.036416  31.61497
imputed_data$imp$e_oth_drinkingwater  # Zeigt die imputierten Werte für diese Variable
##           1        2        3        4        5        6        7        8
## 38 96.43869 90.19121 88.85758 95.28318 88.85758 91.74927 87.85474 88.85758
##           9       10       11      12       13       14       15      16
## 38 98.11257 50.17371 91.74927 82.7047 89.90936 87.85474 90.19121 82.7047
##          17       18       19       20
## 38 89.33547 88.60774 89.46502 89.11546
imputed_data$imp$e_ses_unemployment  # Zeigt die imputierten Werte für diese Variable
##  [1] 1  2  3  4  5  6  7  8  9  10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
imputed_data$imp$e_original_gini
##  [1] 1  2  3  4  5  6  7  8  9  10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
# visualisierung
stripplot(imputed_data, pch = 20, cex = 1.2)  # Verteilung der imputierten Werte

densityplot(imputed_data)  # Dichte der imputierten Werte

# Imputierte Daten extrahieren
completed_data <- complete(imputed_data, action = 1)
library(dplyr)

# Berechnung der Mittelwerte vor der Imputation, ausschließend 'COUNTRY', 'country', 'avg_risktaking'
mean_values_pre_imputation <- hardship_environment %>%
  select(-COUNTRY, -country, -avg_risktaking) %>%  # Ausschluss dieser Spalten
  sapply(mean, na.rm = TRUE)

# Ausgabe der Mittelwerte
print(mean_values_pre_imputation)
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##            1.689033e-02            7.222883e+01            8.855085e+01 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##            3.334000e+01            8.541396e+03            3.182909e+00 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##            8.494398e+01            3.767977e+01            7.681381e+00 
##            e_ses_school             e_ses_water 
##            9.826350e-01            1.394360e+02
# Berechnung der Mittelwerte nach der Imputation
mean_values_post_imputation <- completed_data %>%
  sapply(mean, na.rm = TRUE)

# Ausgabe der Mittelwerte
print(mean_values_post_imputation)
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##            1.689033e-02            6.865295e+01            8.862743e+01 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##            2.866495e+01            8.377175e+03            2.902866e+00 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##            8.387956e+01            3.817374e+01            7.681381e+00 
##            e_ses_school             e_ses_water 
##            9.840555e-01            1.369362e+02
# Vergleich der Mittelwerte vor und nach der Imputation
comparison_data <- data.frame(
  Variable = names(mean_values_pre_imputation),
  PreImputation = mean_values_pre_imputation,
  PostImputation = mean_values_post_imputation
)

# Plotten der Mittelwerte vor und nach der Imputation
library(ggplot2)
ggplot(comparison_data, aes(x = Variable)) +
  geom_bar(aes(y = PreImputation), stat = "identity", fill = "blue", alpha = 0.7) +
  geom_bar(aes(y = PostImputation), stat = "identity", fill = "red", alpha = 0.5) +
  theme_minimal() +
  labs(title = "Vergleich der Mittelwerte vor und nach der Imputation",
       y = "Mittelwert",
       fill = "Legende") +
  scale_fill_manual(values = c("Pre-Imputation" = "blue", "Post-Imputation" = "red")) +
  theme(axis.text.x = element_text(angle = 90, hjust = 1))  # Verbessert die Lesbarkeit der x-Achsenbeschriftungen

# Identifizieren der gemeinsamen Variablennamen
common_names <- intersect(names(mean_values_pre_imputation), names(mean_values_post_imputation))

# Erstellung des Dataframes nur mit den gemeinsamen Variablen
comparison_data <- data.frame(
  Variable = common_names,
  PreImputation = mean_values_pre_imputation[common_names],
  PostImputation = mean_values_post_imputation[common_names]
)

# Überprüfen der Ergebnisse
print(comparison_data)
##                                        Variable PreImputation PostImputation
## e_original_gini                 e_original_gini  1.689033e-02   1.689033e-02
## e_oth_safewater                 e_oth_safewater  7.222883e+01   6.865295e+01
## e_oth_drinkingwater         e_oth_drinkingwater  8.855085e+01   8.862743e+01
## e_exp_watersanithyg100k e_exp_watersanithyg100k  3.334000e+01   2.866495e+01
## e_exp_watersanithyg         e_exp_watersanithyg  8.541396e+03   8.377175e+03
## e_exp_disaster                   e_exp_disaster  3.182909e+00   2.902866e+00
## e_exp_airdeath100k           e_exp_airdeath100k  8.494398e+01   8.387956e+01
## e_ses_gini                           e_ses_gini  3.767977e+01   3.817374e+01
## e_ses_unemployment           e_ses_unemployment  7.681381e+00   7.681381e+00
## e_ses_school                       e_ses_school  9.826350e-01   9.840555e-01
## e_ses_water                         e_ses_water  1.394360e+02   1.369362e+02

Füge die imputierten Variablen zurück in den ursprünglichen Datensatz ein:

# Gruppierung entfernen
hardship_environment <- hardship_environment %>%
  ungroup()

# Füge die imputierten Variablen zurück in den Datensatz ein
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_safewater = completed_data$e_oth_safewater,
    e_exp_watersanithyg100k = completed_data$e_exp_watersanithyg100k,
    e_ses_gini = completed_data$e_ses_gini,
    e_ses_school = completed_data$e_ses_school,
    e_exp_disaster = completed_data$e_exp_disaster,
    e_exp_airdeath100k = completed_data$e_exp_airdeath100k,
    e_exp_watersanithyg = completed_data$e_exp_watersanithyg,
    e_ses_water = completed_data$e_ses_water
  )

# Struktur überprüfen
str(hardship_environment)
## 'data.frame':    103 obs. of  14 variables:
##  $ COUNTRY                : chr  "AFG" "DZA" "ARG" "ARM" ...
##  $ country                : chr  "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking         : num  51.7 53 48.6 49 49.1 ...
##  $ e_original_gini        : num  -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num  19.3 75 92.4 83.1 99.9 ...
##  $ e_oth_drinkingwater    : num  49.7 92.2 97.7 97.9 99.9 ...
##  $ e_exp_watersanithyg100k: num  282.4 24.6 0.84 4.56 0.12 ...
##  $ e_exp_watersanithyg    : num  4121 610 279 5 52 ...
##  $ e_exp_disaster         : num  0.34 0.118 2.208 12.722 0.12 ...
##  $ e_exp_airdeath100k     : num  288.64 51.57 32.72 84.18 9.63 ...
##  $ e_ses_gini             : num  27.7 27.6 44 30.5 34.8 ...
##  $ e_ses_unemployment     : num  7.85 11.37 8.3 15.78 5.13 ...
##  $ e_ses_school           : num  0.615 0.994 1.039 1.009 0.955 ...
##  $ e_ses_water            : num  43.02 66.04 12.43 39.75 3.29 ...
sum(is.na(hardship_environment$e_oth_safewater))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg100k))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_gini))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_school))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_disaster))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_airdeath100k))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_water))  # Soll 0 ergeben
## [1] 0

check countryfacts

# Plot histograms for each numeric variable
hardship_environment %>% 
  select_if(is.numeric) %>% 
  gather() %>% 
  ggplot(aes(value)) + 
  facet_wrap(~key, scales = "free") + 
  geom_histogram(bins = 30) + 
  theme_minimal()

Ausreisser

# 1. Logarithmische Transformation nur für relevante Variablen
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg = log(e_exp_watersanithyg + 1), # Nur für große Wertebereiche
    e_ses_water = log(e_ses_water + 1)
  )

# 2. Winsorisierung nur auf Variablen mit potenziellen Ausreißern
winsorize <- function(x, lower_quantile = 0.01, upper_quantile = 0.99) {
  lower <- quantile(x, lower_quantile, na.rm = TRUE)
  upper <- quantile(x, upper_quantile, na.rm = TRUE)
  pmin(pmax(x, lower), upper)
}

hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_disaster = winsorize(e_exp_disaster),
    e_exp_airdeath100k = winsorize(e_exp_airdeath100k),
    e_ses_unemployment = winsorize(e_ses_unemployment)
  )

# 3. Keine Anpassung für andere Variablen (z. B. e_oth_safewater)
# Überprüfen der Struktur nach Transformationen
# view(hardship_environment)
# Anpassung der Daten vor dem Logarithmieren, Ersetzen von Null oder negativen Werten durch einen kleinen positiven Wert
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg100k = ifelse(e_exp_watersanithyg100k <= 0, 0.1, e_exp_watersanithyg100k),
    e_exp_disaster = ifelse(e_exp_disaster <= 0, 0.1, e_exp_disaster)
  )

# Anwendung der Logarithmus-Transformation mit log1p
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg100k = log1p(e_exp_watersanithyg100k),
    e_exp_disaster = log1p(e_exp_disaster)
  )

# Überprüfung der Daten nach der Logarithmus-Transformation
summary(hardship_environment$e_exp_watersanithyg100k)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.02956 0.52173 2.09802 2.11392 3.50596 5.64686
summary(hardship_environment$e_exp_disaster)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
## 0.004987 0.095310 0.254642 0.533742 0.601010 2.824254

Reverse Coding - Standardize and create hardship_environment

library(dplyr)

# Log-transform the variables using dplyr
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_safewater = log(e_oth_safewater),
    e_ses_gini = log(e_ses_gini),
    e_ses_school = log(e_ses_school),
    e_exp_airdeath100k = log(e_exp_airdeath100k), 
    e_oth_drinkingwater = log(e_oth_drinkingwater), 
    e_ses_unemployment = log(e_ses_unemployment)
  )

head(hardship_environment)
##   COUNTRY     country avg_risktaking e_original_gini e_oth_safewater
## 1     AFG Afghanistan       51.72412      -0.9956570        2.959989
## 2     DZA     Algeria       53.03729      -1.2221060        4.317044
## 3     ARG   Argentina       48.60275       0.6272279        4.525692
## 4     ARM     Armenia       48.98472      -1.5240381        4.420448
## 5     AUS   Australia       49.05534      -0.3792123        4.604641
## 6     AUT     Austria       48.54463      -0.8950129        4.588841
##   e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg
## 1            3.905099               5.6468593            8.324094
## 2            4.523865               3.2425924            6.415097
## 3            4.581885               0.6097656            5.634790
## 4            4.583487               1.7155981            1.791759
## 5            4.603687               0.1133287            3.970292
## 6            4.605170               0.1484200            3.332205
##   e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_unemployment e_ses_school
## 1     0.29266961           5.440266   3.321793           2.060335 -0.485871244
## 2     0.11183948           3.942870   3.317816           2.431304 -0.006363081
## 3     1.16575159           3.488036   3.784190           2.116436  0.038309720
## 4     2.61897609           4.432957   3.418382           2.758655  0.009091410
## 5     0.11332869           2.264831   3.550575           1.634560 -0.045699494
## 6     0.06921507           3.044040   3.413455           1.628260 -0.031344121
##   e_ses_water
## 1    3.784551
## 2    4.205328
## 3    2.597379
## 4    3.707544
## 5    1.455820
## 6    1.988478
str(hardship_environment)
## 'data.frame':    103 obs. of  14 variables:
##  $ COUNTRY                : chr  "AFG" "DZA" "ARG" "ARM" ...
##  $ country                : chr  "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking         : num  51.7 53 48.6 49 49.1 ...
##  $ e_original_gini        : num  -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num  2.96 4.32 4.53 4.42 4.6 ...
##  $ e_oth_drinkingwater    : num  3.91 4.52 4.58 4.58 4.6 ...
##  $ e_exp_watersanithyg100k: num  5.647 3.243 0.61 1.716 0.113 ...
##  $ e_exp_watersanithyg    : num  8.32 6.42 5.63 1.79 3.97 ...
##  $ e_exp_disaster         : num  0.293 0.112 1.166 2.619 0.113 ...
##  $ e_exp_airdeath100k     : num  5.44 3.94 3.49 4.43 2.26 ...
##  $ e_ses_gini             : num  3.32 3.32 3.78 3.42 3.55 ...
##  $ e_ses_unemployment     : num  2.06 2.43 2.12 2.76 1.63 ...
##  $ e_ses_school           : num  -0.48587 -0.00636 0.03831 0.00909 -0.0457 ...
##  $ e_ses_water            : num  3.78 4.21 2.6 3.71 1.46 ...
# Plot histograms for each numeric variable
hardship_environment %>% 
  select_if(is.numeric) %>% 
  gather() %>% 
  ggplot(aes(value)) + 
  facet_wrap(~key, scales = "free") + 
  geom_histogram(bins = 30) + 
  theme_minimal()

Reverse Coding - Standardize and create hardship_HS

# Now apply the scale function after confirming all variables are numeric
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_drinkingwater = scale(-e_oth_drinkingwater), # reverse coding
    e_oth_safewater = scale(-e_oth_safewater), # reverse coding 
    e_exp_watersanithyg100k = scale(e_exp_watersanithyg100k),
    e_ses_gini = scale(e_ses_gini), 
    e_ses_school = scale(-e_ses_school),
    e_exp_disaster = scale(e_exp_disaster),
    e_exp_airdeath100k = scale(e_exp_airdeath100k),
    e_exp_watersanithyg = scale(e_exp_watersanithyg), 
    e_ses_unemployment = scale(e_ses_unemployment), 
    e_ses_water = scale(e_ses_water)
  ) %>%
  rowwise() %>%
  mutate(
    hardship_HS = mean(c(e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water), na.rm = TRUE)
  ) %>%
  ungroup()

#view(hardship_environment)
head(hardship_environment)
## # A tibble: 6 × 15
##   COUNTRY country     avg_risktaking e_original_gini e_oth_safewater[,1]
##   <chr>   <chr>                <dbl>           <dbl>               <dbl>
## 1 AFG     Afghanistan           51.7          -0.996               1.63 
## 2 DZA     Algeria               53.0          -1.22               -0.372
## 3 ARG     Argentina             48.6           0.627              -0.681
## 4 ARM     Armenia               49.0          -1.52               -0.525
## 5 AUS     Australia             49.1          -0.379              -0.798
## 6 AUT     Austria               48.5          -0.895              -0.774
## # ℹ 10 more variables: e_oth_drinkingwater <dbl[,1]>,
## #   e_exp_watersanithyg100k <dbl[,1]>, e_exp_watersanithyg <dbl[,1]>,
## #   e_exp_disaster <dbl[,1]>, e_exp_airdeath100k <dbl[,1]>,
## #   e_ses_gini <dbl[,1]>, e_ses_unemployment <dbl[,1]>, e_ses_school <dbl[,1]>,
## #   e_ses_water <dbl[,1]>, hardship_HS <dbl>
str(hardship_environment)
## tibble [103 × 15] (S3: tbl_df/tbl/data.frame)
##  $ COUNTRY                : chr [1:103] "AFG" "DZA" "ARG" "ARM" ...
##  $ country                : chr [1:103] "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking         : num [1:103] 51.7 53 48.6 49 49.1 ...
##  $ e_original_gini        : num [1:103] -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num [1:103, 1] 1.634 -0.372 -0.681 -0.525 -0.798 ...
##   ..- attr(*, "scaled:center")= num -4.07
##   ..- attr(*, "scaled:scale")= num 0.676
##  $ e_oth_drinkingwater    : num [1:103, 1] 2.473 -0.274 -0.532 -0.539 -0.629 ...
##   ..- attr(*, "scaled:center")= num -4.46
##   ..- attr(*, "scaled:scale")= num 0.225
##  $ e_exp_watersanithyg100k: num [1:103, 1] 2.132 0.681 -0.908 -0.24 -1.207 ...
##   ..- attr(*, "scaled:center")= num 2.11
##   ..- attr(*, "scaled:scale")= num 1.66
##  $ e_exp_watersanithyg    : num [1:103, 1] 1.0287 0.3304 0.0449 -1.3609 -0.564 ...
##   ..- attr(*, "scaled:center")= num 5.51
##   ..- attr(*, "scaled:scale")= num 2.73
##  $ e_exp_disaster         : num [1:103, 1] -0.35 -0.613 0.918 3.028 -0.611 ...
##   ..- attr(*, "scaled:center")= num 0.534
##   ..- attr(*, "scaled:scale")= num 0.689
##  $ e_exp_airdeath100k     : num [1:103, 1] 1.4536 -0.0878 -0.5559 0.4167 -1.815 ...
##   ..- attr(*, "scaled:center")= num 4.03
##   ..- attr(*, "scaled:scale")= num 0.971
##  $ e_ses_gini             : num [1:103, 1] -1.437 -1.456 0.788 -0.972 -0.336 ...
##   ..- attr(*, "scaled:center")= num 3.62
##   ..- attr(*, "scaled:scale")= num 0.208
##  $ e_ses_unemployment     : num [1:103, 1] 0.344 0.867 0.424 1.328 -0.255 ...
##   ..- attr(*, "scaled:center")= num 1.82
##   ..- attr(*, "scaled:scale")= num 0.71
##  $ e_ses_school           : num [1:103, 1] 6.162 -0.163 -0.752 -0.367 0.356 ...
##   ..- attr(*, "scaled:center")= num 0.0187
##   ..- attr(*, "scaled:scale")= num 0.0758
##  $ e_ses_water            : num [1:103, 1] 0.576 0.829 -0.136 0.53 -0.821 ...
##   ..- attr(*, "scaled:center")= num 2.82
##   ..- attr(*, "scaled:scale")= num 1.67
##  $ hardship_HS            : num [1:103] 1.4016 -0.0259 -0.139 0.1299 -0.6679 ...

Correlation Heatmap with all variables

# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
library(reshape2)

# Berechnung der Korrelationsmatrix
cor_matrix <- cor(hardship_environment %>% select_if(is.numeric), use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)

# Erstellen der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

# Optional: Speichern der Heatmap als PDF
ggsave("correlation_heatmap.pdf", width = 11, height = 9, path = base_path)

Corrlation Heatmap

# Auswahl relevanter Spalten
selected_vars <- hardship_environment %>% 
  select(avg_risktaking, starts_with("e_"))

# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)

# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

Cronbachs Alpha

library(psych)

# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
  select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water)

# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
## Some items ( e_ses_unemployment e_ses_water ) were negatively correlated with the first principal component and 
## probably should be reversed.  
## To do this, run the function again with the 'check.keys=TRUE' option
print(alpha_result)
## 
## Reliability analysis   
## Call: alpha(x = items)
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase   mean   sd median_r
##       0.73      0.73    0.86       0.2 2.7 0.037 0.0016 0.52     0.14
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.65  0.73   0.8
## Duhachek  0.66  0.73   0.8
## 
##  Reliability if an item is dropped:
##                         raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini              0.72      0.72    0.82      0.20 2.5    0.038
## e_oth_drinkingwater          0.66      0.66    0.80      0.17 2.0    0.047
## e_oth_safewater              0.66      0.66    0.80      0.16 1.9    0.048
## e_exp_watersanithyg100k      0.65      0.65    0.81      0.16 1.9    0.049
## e_ses_gini                   0.73      0.73    0.82      0.21 2.7    0.037
## e_ses_school                 0.71      0.71    0.85      0.20 2.5    0.039
## e_exp_disaster               0.75      0.75    0.88      0.23 3.0    0.034
## e_exp_airdeath100k           0.67      0.67    0.83      0.17 2.1    0.046
## e_exp_watersanithyg          0.68      0.68    0.83      0.17 2.1    0.045
## e_ses_unemployment           0.79      0.79    0.89      0.27 3.7    0.030
## e_ses_water                  0.77      0.77    0.88      0.25 3.4    0.031
##                         var.r med.r
## e_original_gini         0.112  0.14
## e_oth_drinkingwater     0.096  0.13
## e_oth_safewater         0.091  0.13
## e_exp_watersanithyg100k 0.098  0.13
## e_ses_gini              0.110  0.14
## e_ses_school            0.117  0.13
## e_exp_disaster          0.125  0.22
## e_exp_airdeath100k      0.109  0.13
## e_exp_watersanithyg     0.110  0.13
## e_ses_unemployment      0.100  0.22
## e_ses_water             0.112  0.22
## 
##  Item statistics 
##                           n  raw.r  std.r r.cor r.drop     mean sd
## e_original_gini         103  0.501  0.501  0.52  0.353  1.7e-02  1
## e_oth_drinkingwater     102  0.789  0.792  0.84  0.711 -7.6e-15  1
## e_oth_safewater         103  0.821  0.821  0.87  0.751 -6.9e-16  1
## e_exp_watersanithyg100k 103  0.849  0.849  0.87  0.787 -4.0e-16  1
## e_ses_gini              103  0.446  0.445  0.46  0.290 -2.6e-15  1
## e_ses_school            103  0.521  0.521  0.46  0.377  6.5e-17  1
## e_exp_disaster          103  0.281  0.281  0.13  0.111  3.3e-16  1
## e_exp_airdeath100k      103  0.748  0.748  0.73  0.655  3.8e-16  1
## e_exp_watersanithyg     103  0.726  0.727  0.70  0.627 -6.6e-16  1
## e_ses_unemployment      103 -0.049 -0.049 -0.22 -0.218  6.8e-16  1
## e_ses_water             103  0.106  0.106 -0.03 -0.069  2.4e-16  1

Corrlation Heatmap without e_ses_water, e_ses_unemployment

library(dplyr)
library(ggplot2)
library(reshape2)  # Sollte geladen sein, wenn `melt` verwendet wird

# Auswahl relevanter Spalten, ausschließend e_ses_water und e_ses_unemployment
selected_vars <- hardship_environment %>%
  select(avg_risktaking, starts_with("e_"), -e_ses_water, -e_ses_unemployment)

# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot mit `melt` aus dem reshape2-Paket
melted_cor_matrix <- melt(cor_matrix)

# Erstellung der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limits = c(-1, 1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

# Cronbachs Alpha

library(psych)

# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
  select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)

# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
print(alpha_result)
## 
## Reliability analysis   
## Call: alpha(x = items)
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase   mean   sd median_r
##       0.83      0.83    0.91      0.35 4.9 0.025 0.0021 0.65     0.29
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.78  0.83  0.88
## Duhachek  0.78  0.83  0.88
## 
##  Reliability if an item is dropped:
##                         raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini              0.83      0.83    0.88      0.38 4.9    0.024
## e_oth_drinkingwater          0.79      0.79    0.87      0.32 3.7    0.032
## e_oth_safewater              0.78      0.78    0.86      0.31 3.5    0.033
## e_exp_watersanithyg100k      0.78      0.78    0.88      0.31 3.6    0.033
## e_ses_gini                   0.84      0.84    0.88      0.39 5.2    0.023
## e_ses_school                 0.83      0.83    0.91      0.38 5.0    0.025
## e_exp_disaster               0.86      0.86    0.93      0.43 6.1    0.022
## e_exp_airdeath100k           0.80      0.80    0.90      0.33 4.0    0.030
## e_exp_watersanithyg          0.80      0.80    0.90      0.33 4.0    0.030
##                         var.r med.r
## e_original_gini         0.082  0.38
## e_oth_drinkingwater     0.083  0.29
## e_oth_safewater         0.081  0.25
## e_exp_watersanithyg100k 0.085  0.25
## e_ses_gini              0.076  0.38
## e_ses_school            0.087  0.29
## e_exp_disaster          0.080  0.40
## e_exp_airdeath100k      0.094  0.29
## e_exp_watersanithyg     0.097  0.29
## 
##  Item statistics 
##                           n raw.r std.r r.cor r.drop     mean sd
## e_original_gini         103  0.52  0.52  0.52   0.38  1.7e-02  1
## e_oth_drinkingwater     102  0.83  0.84  0.86   0.77 -7.6e-15  1
## e_oth_safewater         103  0.89  0.88  0.91   0.84 -6.9e-16  1
## e_exp_watersanithyg100k 103  0.87  0.87  0.87   0.82 -4.0e-16  1
## e_ses_gini              103  0.47  0.47  0.47   0.32 -2.6e-15  1
## e_ses_school            103  0.51  0.51  0.44   0.37  6.5e-17  1
## e_exp_disaster          103  0.27  0.27  0.12   0.11  3.3e-16  1
## e_exp_airdeath100k      103  0.75  0.75  0.71   0.66  3.8e-16  1
## e_exp_watersanithyg     103  0.75  0.75  0.70   0.66 -6.6e-16  1
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)
write.csv(hardship_environment, file = file.path(base_path, "hardship_environment.csv"), row.names = FALSE)